Max Yi Ren
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View article: Special Issue: Artificial Intelligence and Engineering Design
Special Issue: Artificial Intelligence and Engineering Design Open
Artificial intelligence (AI) has had a strong presence in engineering design for decades, and while theory, methods, and tools for engineering design have advanced significantly during this time, many grand challenges remain. Modern advanc…
View article: Analyzing the Spotify Top 200 Through a Point Process Lens
Analyzing the Spotify Top 200 Through a Point Process Lens Open
Every generation throws a hero up the pop charts. For the current generation, one of the most relevant pop charts is the Spotify Top 200. Spotify is the world's largest music streaming service and the Top 200 is a daily list of the platfor…
View article: Learning an Optimization Algorithm Through Human Design Iterations
Learning an Optimization Algorithm Through Human Design Iterations Open
Solving optimal design problems through crowdsourcing faces a dilemma: On the one hand, human beings have been shown to be more effective than algorithms at searching for good solutions of certain real-world problems with high-dimensional …
View article: Adaptive Questionnaires for Direct Identification of Optimal Product Design
Adaptive Questionnaires for Direct Identification of Optimal Product Design Open
We consider the problem of identifying the most profitable product design from a finite set of candidates under unknown consumer preference. A standard approach to this problem follows a two-step strategy: First, estimate the preference of…
View article: Adaptive Questionnaires for Direct Identification of Optimal Product\n Design
Adaptive Questionnaires for Direct Identification of Optimal Product\n Design Open
We consider the problem of identifying the most profitable product design\nfrom a finite set of candidates under unknown consumer preference. A standard\napproach to this problem follows a two-step strategy: First, estimate the\npreference…
View article: Microstructure Representation and Reconstruction of Heterogeneous Materials via Deep Belief Network for Computational Material Design
Microstructure Representation and Reconstruction of Heterogeneous Materials via Deep Belief Network for Computational Material Design Open
Integrated Computational Materials Engineering (ICME) aims to accelerate optimal design of complex material systems by integrating material science and design automation. For tractable ICME, it is required that (1) a structural feature spa…
View article: Learning Human Search Strategies from a Crowdsourcing Game
Learning Human Search Strategies from a Crowdsourcing Game Open
There is evidence that humans can be more efficient than existing algorithms at searching for good solutions in high-dimensional and non-convex design or control spaces, potentially due to our prior knowledge and learning capability. This …